{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# The `Signal` class"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The `Signal` class is a container based on the `np.array` storing besides the samples as function of time also a sample frequency. The class has many usefull methods making the life of an acoustician a bit easier. \n",
    "Furthermore, because its based on the `np.array`, all operations you would normally perform on a `np.array` can be done on a `Signal` as well. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "from acoustics import Signal\n",
    "import numpy as np\n",
    "%matplotlib inline\n",
    "from IPython.display import Audio\n",
    "import seaborn as sns # seaborn for prettier graphs"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Creating an instance\n",
    "A `Signal` takes two arguments, the first an array of samples, and the second a sample frequency."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "s = Signal(np.random.randn(44100), fs=11025)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Alternatively, one of the alternative constructors can be used"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "s = Signal.from_wav('../data/recording.wav')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Attributes\n",
    "\n",
    "An instance of `Signal` stores besides the instantaneous values also the sample frequency"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "44100"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "s.fs"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The `Signal` class can handle multiple signals. Currently we have only one channel."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "1"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "s.channels"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The amount of samples in the signal can be retrieved in several ways. We can use the standard ways, `len(s)`, or `s.shape` but also the method `s.samples`"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "863860"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "s.samples"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "##Play signal with IPython\n",
    "The recording is of an aircraft flyover as you can hear."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "collapsed": false,
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "\n",
       "                <audio controls=\"controls\" >\n",
       "                    <source src=\"data:audio/wav;base64,[encoded data, 2303688 characters]\" type=\"audio/wav\" />\n",
       "                    Your browser does not support the audio element.\n",
       "                </audio>\n",
       "              "
      ],
      "text/plain": [
       "<IPython.lib.display.Audio object>"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "Audio(data=s, rate=s.fs)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Spectral analysis\n",
    "\n",
    "Let's continue for now with analysing the recording."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We can start with looking at the spectrum. A narrowband power spectrum can be calculated using `s.power_spectrum()`"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(array([  0.00000000e+00,   5.10499386e-02,   1.02099877e-01, ...,\n",
       "          2.20498469e+04,   2.20498979e+04,   2.20499490e+04]),\n",
       " array([  4.47483544e-10,   9.42024541e-12,   8.67856146e-12, ...,\n",
       "          5.43481045e-13,   7.52065129e-13,   4.11959645e-13]))"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "s.power_spectrum()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "returning frequencies and powers. It's also possible to straightaway plot the power spectrum"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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sjOeeW4iJEycLXZZBGKyJiIiIyGzY2trh739/B3//+ztCl9JmHApCRERERGQEDNZERERE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\nAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f68e012a5c0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = s.plot_power_spectrum()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "There are other types of spectra available, like for example the phase spectrum. Another popular figure is the spectrogram"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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jymazKhYL4bvRaDvMR2ybpGD/IhGFNcQzYptoD/YD8sxz8Yy0OZvNaGameGjt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qtTwwxc/O/QmGPPZLS0tZ2MZedgut0mYZMLuNollOZ0PIJFmWYgkac+QiOYI6gifsLPNqGw4B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L1IwPf5XtcbN27E3/3d38Vv//Zvx2c+85nC3/r9flovlGazGb1e71m/75WvfGWMx+P4zGc+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\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MMfbMd9se1+adTCZZLYWMwPr6es4RP7MDPUA1wN2ygTLrYnvL+DHebD6mL0w8WK5hmYBB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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f68dfe39400>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = s.spectrogram()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Sound pressure level\n",
    "\n",
    "The methods shown so far are quite common operations, not specific to acoustics alone. But, the `Signal` class has some more acoustics-specific methods as well. For example, we can calculate the sound pressure level as function of time using `s.levels()` or instead plot the values "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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B5u7ZjQh1zQW3O5yeJNdd2TUZDcRHXTp2bLgIC7GQGu9K1jWRQUT8iZJdEZFB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\nAAAQWIRdAAAABBZhFwAAAIH1E5DfWHVEjPldAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f68de165978>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = s.plot_levels()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Fractional octaves\n",
    "\n",
    "The label is the channel number, using zero-based numbering as is common in Python. We can also calculate and plot 1/1-octaves with respectively `s.octaves()` and `s.plot_octaves()`."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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CdDCTLobd0cmRumlN5BrMJhN33pLM5Mxofr/pJKfPNXJOXWAR8WEKv2KY1vZu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\nAACAqEH4BQAAQNQg/AIAACBq/D/q6AGwPKN6gAAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f68de133f98>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = s.plot_octaves()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Calculating or plotting 1/3-octaves is also possible."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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PX+RCRERERIaW3/72V5w6Vcivf72Kqqoqfv7z/0lCQiKLFt3s7dLU8ysiIiIintPZ2cm7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\nfgEAAGAbhF8AAADYBuEXAAAAtvH/AbzjK0yNjC2cAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f68de255e48>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = s.plot_third_octaves()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Frequency weighting\n",
    "\n",
    "The `acoustics` package features frequency weighting in several ways. When having a signal like shown in this example, frequency weighting can be applied directly using the `weigh` method.\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Signal([-0.00050427 -0.00163906 -0.00253622 ..., -0.00421069 -0.00422739 -0.004272  ])"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "s.weigh('A')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "This can be seen better when plotting in octaves."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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4kRFB4VdEBlW33cmmvaVs+qwM+5nRZeEhAZ7RZdPGYDYrRIjv+fKGuDc/KWL7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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f68dfe9f160>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = s.weigh('A').plot_octaves()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Descriptors\n",
    "\n",
    "The signal class also features several descriptors, like e.g. $L_{eq}$.\n",
    "Let's calculate as an example the A-weighted equivalent level over the event, i.e. $L_{A,eq}$."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array(67.6309947210684)"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "s.weigh('A').leq()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "This value is a bit below the unweighted $L_{Z,eq}$."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array(72.74051070692379)"
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "s.leq()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We can verify the calculation by using a different method. Let's calculate 1/3-octave values first, and then add the weighting. The A-weighting is"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([-70.4, -63.4, -56.7, -50.5, -44.7, -39.4, -34.6, -30.2, -26.2,\n",
       "       -22.5, -19.1, -16.1, -13.4, -10.9,  -8.6,  -6.6,  -4.8,  -3.2,\n",
       "        -1.9,  -0.8,   0. ,   0.6,   1. ,   1.2,   1.3,   1.2,   1. ,\n",
       "         0.5,  -0.1,  -1.1,  -2.5,  -4.3,  -6.6,  -9.3])"
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from acoustics.standards.iec_61672_1_2013 import WEIGHTING_VALUES\n",
    "WEIGHTING_VALUES['A']"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "and the A-weighted $L_{A,eq}$ determined using this method is"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "67.65246258801092"
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from acoustics.decibel import dbsum\n",
    "dbsum( s.third_octaves()[1] + WEIGHTING_VALUES['A'] )"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Multichannel signal\n",
    "\n",
    "The Signal container can store more then one channel\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "s2 = Signal([s,s,s], s.fs)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "as we can see"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "3"
      ]
     },
     "execution_count": 21,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "s2.channels"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Most methods still work when considering multichannel signals."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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TXeQ13YClSQkAZnsgvZv2Z9yA/rraX+q9wNAmPPHwbfzvR3s5fqaIzQfP4cHD\n5NFtsWgrNzHY913/e1GQTyBBIZdfg9xQqRiLSJ06tf8YWW/+m/CyXJwt78BZlYI18SA9wm/jwW4D\nsGmGWLyIv6+VZ8Z15n8/2sex04VsOZiD2+3hsTvbqRyLeCEVYxGpMwe+XI9n4RzC3Q4A+pQfI7j3\nw/TueDe+KsTipfxsVp65vzN/X7CXI6cK2Xb4PNaSE0y8fzh+vn5GxxOR66BiLCI3ncfjYfmOM+R9\ntZFb3A5cmCnqNYwRE8Zi89dd6cT7+dos/Pf9nXl1wT7KMrfRa8MWPsnbxj1PPo+vj77pE7mc9eu3\nGx2hFv2cR0RuqiqngzlfHmH+yuOsbHoLR0MSMT88hV6PPqhSLA2Kr4+Fp+/rRO/yw+REWNnSzs7/\nrPondqfD6Ggico1UjEXkpsktLWb68lfZmLMBgJimQfT89c9J7X+rwclEbg5fHwt9fv57lvdOxWk1\nUeJzij+uegen22V0NBG5BirGInJTHMo+ze83/C+Vvjn4tDxOYoqdX/2oO1Fhun2zNGxNgoP57bCn\n8K2KAuCC9Th/Wf0ubrfb4GQicjVevcZ49+7d/POf/6z1WLdu3Xj88cfJy8tj7ty5ZGRkEB4ezrhx\n42jXrp1BSUUal7Vrv+KjijV4bE4Aot1teXbM7dpxQhqNAJsfv+k/hd+texWHbwFnTQf4+/qFPDPg\nfqOjicgVeHUxzs7OplOnTkycOLHmMR8fHzweDzNnzqRFixZMnz6dPXv2MGvWLJ5//nnCw8MNTCzS\n8M1b/Snd5n/Kbcn+rOsWTBf//jzeZ7TRsUTqXFhgIP9f36n8cdOruG0lpLm2s+DLAO4brj8PIvWV\nVy+lyM7OJjY2luDg4Jpf/v7+HD16lNzcXCZMmEBMTAwjRowgMTGRjRs3Gh1ZpMFyulzMWDmXzZ5N\nrO8aRPv0SsYEjlAplkYtOjiEn9/6BCZ7AB12+NHhowXs+HCx0bFE5DK8uhifO3eO6Ojo7zyenp5O\nfHw8Nput5rGkpCTS09PrMp5Io1FR5eRvn63njOcAAPtbNcX19M8Y3muQwclEjBcfEcm0dj+mV3ou\nZjwEfbWAfYtXGx1LRC7Ba5dSeDwezp07x8GDB1m6dClut5vu3btz1113UVRUREhISK3zg4ODKSws\nNCitSMOVV1TBqwv2cSbXjaVpB4Kan+MXfR4lNiTM6Ggi9UZCXBynpv6Uwn/8FT+XHeunczncLJa2\n3VKNjiYxcvl9AAAgAElEQVQi3+C1xTg/Px+Hw4HNZqu52G7+/PnY7XYcDgdWa+1PzWq14nQ6DUor\n0jClnS7g9U8OUFxevU9rr5juTBzSGl8fr/2rReSmieuUin3Sk1S+9Rqbwzqwa1U2v4hpRmJssNHR\nRORrXvuvV0REBK+88gr+/v4AtGjRArfbzdtvv02fPn0oLy+vdb7T6ay1tOJaWCxevdJEvMDFMeaN\nY237R0spWfkVlbFDwWxj3OBkRveOx2QyGR1NLsGbx1pD0ua2rhwI+hXbl57E6XTzykd7+dWPutMi\nKsjoaDeMxppci/Pnz/PKKy+xc+cOfH19GTJkGFOmPHVdXe1mjDGvLcZATSm+KCYmBqfTSXBwMNnZ\n2bWOXWp5xdUEB/tf/SSRG8Cbxprb7WbpCzMJ3bGKQOCOvC20eXYavTvGGh1NroE3jbWGqt+gTlgi\nmvLnOdspq3Dw0vxd/ObxbqQ0++41M95MY00ux+Px8MQTvyQ0NJT589+noKCAX/3qVwQE+PLss88a\nms1ri/HBgwd56623ePHFF2u+uzhz5gxBQUGkpKSwfPlyHA4HPl/foz4tLY2UlJTreo/i4gpcLm3I\nLjePxWImONjfa8aa0+Vi+V9nEn9oGwClPoF0+q8HSGwRQkFBmcHp5Eq8baw1dG1bhjD5jnb8e9EB\nSiN28usVK5ne+yniIiKNjvaDaazJ1Zw8mcHevXtZsmQFYWFhhIfHMHnyT3j11Vd47LEnr/l1NGP8\nDUlJSdhsNubOncsdd9xBbm4uCxcuZNiwYaSkpBAeHs7s2bMZNWoU+/btIzMzk0mTJl3Xe7hcbpxO\n/aGWm88bxlq5vZLfr3oTU4tsxh31pco3iORnn6Vpi+h6n13+jzeMtcaid/sYjhcfY2vFWTzAnze+\nwfTujxEdHWN0tBtCY00uJzQ0gr/97TWaNAmpGSNOp4vS0lLDx4xp9erVHkMT/ABZWVl8+OGHZGRk\n4OfnR//+/Rk9unrP1NzcXObMmUNGRgZRUVGMGzeONm3aXPNrDxw4kIKCMsP/B0nDZrWaCQsLrPdj\nraCslD+sm0WV73kAmmfH8vSoHxMUpouGvIW3jLXG6K9rPiDTsYMRm4oJLDfT+bd/ITSwidGxvjeN\ntfqhIv1ErY99m7fA7Ot7yXMrT2ViCWqCz2Vugua4kIezqKjmY0uTJtgio25YVrfbzZNPPkpoaDh/\n+tPL1/w8q9XM3r3bb1gO8OIZY4DY2Fh++tOfXvJYZGQk06ZNq+NEIg3PmcJ8Xto8C6dv9XaHQfaW\n/PT+xwiw+RmcTKRheKb//XzwzxO0OpvLkttC+Hzdv/jD7U/qz5j8IKdn/KHWx/G/ewHf5s0veW7W\na/9L8G39aTpm7CWPF6xYTuHyL2s+Dr6tPzGP/PiGZX3jjVc5fvwY//73nBv2mt+XLhkVkcs6mnOW\nF7e8VlOKmzpT+MOQJ/QPtsgNZDabue+xX7BkaGcyWvhS6ZvD71b9G7vTYXQ0kZvujTde5aOP3uc3\nv/kDCQmJRsfx7qUUN5OWUkhdqM8/cty9fROLj31KdrPqj+NNXfj5gAcxm/X9tDeqz2NNqtmdDn6z\nYialtjMANHWk8j/DfozZy7ZA1FirH7xhKcUrr/yFTz9dyG9/+0duv33odT9fSylEpE4cO11I9qfz\nuSu/hAVDw2gWPZApfe8yOpZIg2az+vA/gx/nNyv/QYXlAmePh/JV6GlG9IwzOpp4If/EpGs+1y8u\n/orHfSKa4hPR9IdGquXtt//FZ599zO9//ycGDBh8Q1/7h9DUj4jUsvt4Ln/9YA+fBw2nINBGL3sH\nlWKROhJg8+PX/Z8gPGcQ7tIwPlmfTk5++dWfKOJFTp7MYPbst/jRjybRsWNnLlzIq/llNM0Yi0iN\n9fuymL30KG6PB5tPICGP/54BrRvWTQdE6ruwwECeGN6b372zHVtlKVv/8R9GT38Ci8VidDSRG2LD\nhrW43W7eeedN3nnnzZrHTSYT69ZtMzCZirGIfG3plkw+WlO9Ji3Qz8p/39+Z5ObXd7dIEbkxWkQF\ncV8bP5p98T5+bjvb50TRa9L9RscSuSEmTnyEiRMfMTrGJWkphUgj53K7+XBVWk0pDmviyy8ndFMp\nFjHY4BHdKfer3s+4yaYvOXfitMGJRBo+FWORRqyqqpJNf/gbWctXAhATHsD0id1pHhlkcDIR8bHZ\niH5kMm5M+HicHH5rDh6PNpISuZm0lEKkkSouLmLrS78hPruYEZgIiI5k/MTbaBJgMzqaiHwtoVs7\nNnTsS27GWVYEdsWz5wyDu7Y0OpZIg6UZY5FGKKcgn90v/JL47GIAzkdEMfHHw1SKReqhHlMeYUeH\n4dij8llw7k1O5J4zOpJIg6ViLNLIHDl3hj9ufZ1TzapvGpDRMpxbn/8fAoK1fEKkPrLZrIy9PRqf\nxH2YfCuYufN93G7dOEPkZlAxFmlE1h0/yGv7ZuG2lbKlYyBberVh8K/+jL9/gNHRROQKbklIIM7U\nGYAKWzbzdqwyOJFIw6RiLNJIfLBrLfMz54LVjscDHf368/Cjv8TH6mN0NBG5Bk/1uRezvfonO1sL\nV5N5IdfgRCINj4qxSAPn8XhYsHE/a/OXYDK78bgsDGt6N0/0vdPoaCJyHYL8/LgvaSweD2B1sHDJ\nv3C5XEbHEmlQVIxFGjCH3c5Xf5/Nl+vO4chsBw5fHk7+L+7u3MfoaCLyPQxI6UirqtaMWl/EHWuP\ns+SLD42OJNKgqBiLNFDllQ7efmcNLQ+uY+T5zTTzpDL91mn0SmhjdDQR+QEe73MfQWWw+LZglvnt\n51xRkdGRRBoMFWORBiivsIIZ83axNd/K4qi+RNlcPPdAJ5qHhxodTUR+oNDQUByTnuB4s2Dsme1Z\nuCrT6EgiDYZu8CHSwKRnFfPqwn0Ul9kBiOrXl55DHsHHajE4mYjcKEPaduXMKRvr8nPYmZ/HjiPn\nuaVNlNGxRLyeZoxFGpCtR7L4y3u7akrxuEHJPDw8VaVYpAF6YGAqEcG+AMz76igl5XaDE4l4PxVj\nkQbA5XLxrxUf8s6Jf2OnEh+rmal3d2BEzzhMJpPR8UTkJvD3tfJfI6uvGSgud/D+iuMGJxLxfirG\nIl6uqqqSZX/5NV0XLSPQVEJA0mGefairfqwq0gh0SIigX6dmAOzdn8netTsNTiTi3bTGWMSLXbiQ\ny+6//Z6UnBIA+u2spO3jD5AUHWJwMhGpKw8MTqZo924GnFqH+30zJR2TaKILbUW+F80Yi3ipjLwc\nNrzxe+K+LsVnIwPp85Nf0zo61uBkIlKXAvx8uL17CwJdlQQ6y9n1+r+MjiTitVSMRbzQhdJi/rpj\nJhu62SgOMJPWKopev32JyKgYo6OJiAE6jujPuRbtAWh26hCrFy0wOJGId1IxFvEyHo+HVzZ8gMdW\nTrm/hW2jbmf4//cn/P0DjI4mIgZqO+VhynzNpLWwscS1m4KyUqMjiXgdFWMRL7PpwDmyDjbHVRRB\nuDOZqSMmYLFoOzaRxi4yOppT4x9kcb8QyoMd/H3TB0ZHEvE6KsYiXiSnoJx5y4+Bw4+QnH78ot+P\njI4kIvXImNuGEeJMACDXcpQVR/YYnEjEu6gYi3gJp8vNvz4/SJXdhcVs4id3dSDY39/oWCJSzzzV\nazw4fQD49ORnlFZWGpxIxHuoGIt4iY3/fBdT2mEA7u6XQGJssMGJRKQ+ig0Jo0/47QB4bGW8vmmh\nwYlEvIeKsYgXOJp5gdIjRxmXvYoR5lOM7BlvdCQRqcfGdxtIgL1668ZTnn3sOn7U4EQi3kHFWKSe\nK6t08K8vjrCw2SDWNOvNoAeGYTbrNs8icnlms5mfdHsA3xIbQ5ebsL/+bxx2u9GxROo9FWOReszt\ndjPzq/UUlFSByUS3CWOJjNcNPETk6pKjmnF/YWcS8/PZHNiar3acNTqSSL2nW0KL1GNzt68kI2g5\nPq1acmvwQG5pE2V0JBHxIj0m3MMrzmgO5To5vDGT7m2iiQnXnucil6MZY5F66mD2abYWrwLAFprP\n/YMSDU4kIt7GYrUwfkx3rBYTTpebd5Yewe3xGB1LpN5SMRaphyqqKvnXnnmYLC48bhMPtX6AEP9A\no2OJiBdq3jSQO/q0AuDY6ULW7skyNpBIPaZiLFIPrfzHiwzcnYmPw01b3170TmxjdCQR8WKjesXT\nPLL6m+uPVqeRX6y9jUUuRcVYpJ5Z99UiUg6dpH16JYO3uZjS9y6jI4mIl7NazEwa2RaTCSrtLt5d\nsheXy2V0LJF6R8VYpB7Jzs4icNGnmIAKm4lOE57EarYYHUtEGoDE2GCG3tKSFA7QZ+O/WLFgjtGR\nROodFWOResLj8bBk6SpsDjcA52+/nVaJyQanEpGG5I4ezRiSvY8mFS6i160nO1vrjUW+ScVYpJ5Y\ntzeLjedj+U/CcPZ1bsvQeycaHUlEGpigJkGUj7gDgIAqN3vefMXgRCL1i4qxSD2QlVfG+yuPA+AX\n1oo7f/JzgxOJSEM1YOTdpLWKBMBaVciSPVsMTiRSf6gYixjM4XQx89MD2B1uLGYTP7mrPb42rSsW\nkZun2+RnWNYjnE8HhbIkZylFFWVGRxKpF1SMRQw2d+kRMs+VAHDvgCTiY5oYnEhEGrqYZrHE3joW\nTCY8PhW8tnGB0ZFE6oUGcUvo1157jSZNmvDII48AkJeXx9y5c8nIyCA8PJxx48bRrl07Y0OKXMKB\nE3l8siYNgHatwhjWo6XBiUSksbinc1+2f7WHUttpskwH2XziGL2TWhsdS8RQXj9jvH37dg4ePIjJ\nZAKqr+yfOXMmoaGhTJ8+nV69ejFr1izy8/MNTipSW9H5C+T99U/El2cT5O/D5NHtMH89jkVEbjaz\n2czUWx8Euz+Ok+35YnU+Dqfb6FgihvLqYlxWVsbChQuJj4+veezo0aPk5uYyYcIEYmJiGDFiBImJ\niWzcuNHApCLf9eb6j6kyu3gwazmP9Y4grImv0ZFEpJGJj4jkvujJuHJbkp1XzuLNJ42OJGIory7G\nCxYsoFevXjRr1gyPxwNAeno68fHx2Gy2mvOSkpJIT083KqbIdyw/sof0sON8fKeFzUMG0rVPB6Mj\niUgjNbBLS9rEhWJz26n69ANO7z9mdCQRw3htMT5y5AhpaWmMHj0aoGYpRVFRESEhIbXODQ4OprCw\nsM4zilxKhd3O5yc/r/7A5cuEidqvWESMYzKZeHhYCo+cXkK74hOs+GoXbrfH6FgihvDKYuxwOHj3\n3XcZP348Pj4+3zlmtda+ptBqteJ0Ousyoshl/XPL57htpQD0ChtEbFiYwYlEpLGLadoE+4BRvBV3\nF+sdUazcecboSCKG8MpdKb744gvi4+Nr7TRxcSmF1WqlvLy81vlOp7PW0oprZbF45fcNUo8dyT7D\nMfsOTGbwrYpk0vChgMaa3HwXx5jGmlzOgIdGsOY/2ynOLmHhuhPc0jaKyFD/634djTWpKzdjjHll\nMd6xYwdFRUU8/fTTADWzwbt27WLkyJFkZ2fXOv9SyyuuRXDw9f+FIHI5brebfy/+CJOPG4/bxFN9\nJxIWGghorEnd0ViTK3lmfHee+d+12B1uVuw8y9T7On/v19JYE2/klcV42rRpuFyumo8//vhjAO65\n5x7y8/NZtmwZDoejZplFWloaKSkp1/0+xcUVuFzaukZujGUfzKZr+hG2dAqkma0brcObU1xcQXCw\nv8aa3HQWi1ljTa4qLMBKr/ZRbD27h9WF2xl0sikxIaHX9Roaa1JXNGP8tfDw8Fof+/pWb3MVGRlJ\nREQE4eHhzJ49m1GjRrFv3z4yMzOZNGnSdb+Py+XGqT0d5QYoKyolfNUG4qqqiMlz0+35sbXGlsaa\n1BWNNbmaLh1s7PbfC8C7O5fz3/3v/V6vo7Em3qjBLAC6uCuF2Wxm6tSpFBUVMWPGDLZt28aUKVMI\n0wVOYqBd/5pDUFUVAOa+Iwn2148YRaR+uiU+Bd+qKADys7dTUVF+lWeINBxeOWP8bRdvBX1RZGQk\n06ZNMyaMyLdkZpwj7NguAHKik+h/190GJxIRubJBYd0IWPQ+LXMcrHW9z4iHJhsdSaRONJgZY5H6\nyO3xMHf9Gf7T8g7SglqS+pj+cRGR+m/ELf1oUla921PQrm21rusRachUjEVuonV7skjPKqbAFoxp\n/KNEtYo1OpKIyFX5WH3I7dARgKjCKras+dLgRCJ1Q8VY5CYpLrOzYM0JAJpHBjL0lpYGJxIRuXZ9\n7ptIpY+Jcj8T+zN2GB1HpE40iDXGIvXRh6vTKK+q3mP74eGpWLXZvYh4kbDQCD64vQeHQtJxeio5\nlZdPXNPwqz9RxIvpX2qRm2DN0QNsOXkYgH6dmpHS4vr2ARURqQ+GD7yHqqw2VO4dwIY9eUbHEbnp\nVIxFbrCKinLW7ZqPb7utBLRK4/5ByUZHEhH5XhKaRtM1tCe4fFi/L5vySqfRkURuKhVjkRts6bsz\neWDlGQZtL6FHXBxB/j5GRxIR+d6G3lp9fUSV3cX6fVkGpxG5uVSMRW6gozlnWRl3nnXdgggpsTC+\nx+1GRxIR+UGSYkNIah4MwIodZ3C5dTc7abhUjEVuELfbzZu7PwKrh92tA2n6+DP4WDVbLCLeb9it\ncQBcKKpg975TBqcRuXm0K4XIDfLJvk2U26p/zBhn7kTXuCSDE4mI3BjdWjelq/scnc/uwD7HBl1e\nNDqSyE2hGWORG6CgrIxVOV8BYHL4M7X3PQYnEhG5cSxmM7dEmSm3+LEysD1pZwuNjiRyU6gYi9wA\n87dsw2OxAzCk2QiC/f0NTiQicmN1mnAvn7UazsmoIObvXWF0HJGbQsVY5AfKPHaKPdtcVO3vS9OK\nztzdqbfRkUREbrhAfx+SOl3Ar/1msny3cyL3nNGRRG44FWORH8DlcpE18x9MOvUZiSWlPH3bvUZH\nEhG5ae7s2BOPB0wmDx/u16yxNDwqxiI/wM73PyeiJIdwRwmDY9xEhPgZHUlE5KZJjW5OsKN6X+Mz\nrkMUVZQZnEjkxlIxFvmeLpw9j9+6pQAU+IdzyyP3G5xIROTmG544oPo3Ficf7F5jaBaRG03FWOR7\n8Hg8fLzyCHm2EDxA2PiJ+NhsRscSEbnpBiR3wFoVhq/djWf3KhxOh9GRRG4Y7WMs8j1sOZjD5iwn\nW5oP5+44N3f26WZ0JBGROmE2mxnkSSb5s2PYnB7WfvERQ+5+yOhYIjeEZoxFrtOp/Dze3bQVgMiw\nQIaN022fRaRxGT5oNHZrdYWwbN1ocBqRG0fFWOQ6uN1u/rHtPdxJG/FpeZRJo9rg62MxOpaISJ3y\n9w8gu10qAM1zyzi5+7DBiURuDBVjkeswf9daSm1nMJmgZXQAqXFhRkcSETFEv3GPU2X24VBQKzYe\nyTM6jsgNoWIsco1O551nY371vp0meyBP9x1ncCIREeMENw1l313/j89j+rPmtJPC0iqjI4n8YCrG\nItfA5XJx6LUZ9N1fgMXl4Z6Eu3XbZxFp9Ab3TgLA5fawatdZg9OI/HAqxiLX4MNd6zgb6aDL0XIG\nHAxkcGpnoyOJiBiuWUQgnZIiAFiz+yx2h8vgRCI/jIqxyFWcyc9jQ8EKdrYL5P0hsdz+yE+NjiQi\nUm8Mu7X6TnilFQ42HTxncBqRH0bFWOQKPB4PczZswWN2AjCw8wOEhoYanEpEpP5oGx9Gi8ggAJZv\nP43H4zE4kcj3p2IscgVbD+eQdiiAqoN9aOXqxe1aQiEiUovJZGLorS0AKLlwlo0bNxmcSOT7053v\nRC6jqMzOu18dAyDCFsn/G9DD4EQiIvVTr3bRZH36Kp1On+N0eTDcOczoSCLfi4qxyCW43W7mLT1E\nWWX1Eoofj2qLn01/XERELsXHasEaE8HGpqUcTLKRfOIYrcObGx1L5LppKYXIJez5dDldVv2HmMo8\nBndrTpt43chDRORKeo+bzK7WQdh9zLy7Y6nRcUS+FxVjkW/Jz87D8uXHRNqLGJu7gXv7tTI6kohI\nvRcbGk5Td/W+xtmu45Tb7QYnErl+KsYi3+B2uzn4+j/xd1XfwSlo3ET8/X0NTiUi4h36tOgOgMni\nYv3xAwanEbl+KsYi3/D5tvV4is4DkJPUjba64E5E5Jr1T26Hx11dLXZkHTQ4jcj109VEIl/LKsxn\nefFXmMb40n1XCg9M+bHRkUREvEqAzY8gZwxltizOVp00Oo7IddOMscjXXtv6HlgdeCzQ4q6RBAQH\nGR1JRMTrJIekYHJA9JlKzp3VnfDEu6gYiwAf7lpHsc8pAKJcbRjatpvBiUREvNOI2A48sSCf+7ec\n5sz67UbHEbkuKsbS6GUV5rM27ysATA5/nu7zgMGJRES8V6uEeKps/gBUHNIFeOJdVIyl0Xtt6/tg\nrd5W6M64MYQFBhqcSETEe5nNZqriUwEIycnA5XQZnEjk2qkYS6O27IN3aHf4IGaXhyhXKsO1hEJE\n5AeLurX679ICaxMy0s4YnEbk2mlXCmm0zheUk5lxlv4nyonM99DzuQeNjiQi0iB0HHEbj20uotTs\ny5g8N8lGBxK5RpoxlkbJ6XIz67ODbKU37yf3I2TwPVpCISJygwQFB9KiVTQABzIuGJxG5NqpGEuj\ntGDNCU6eKwGgZ//b6T1wqMGJREQalo5JTQFIzyqmtMJhcBqRa6NiLI3OnuN5fLX9NADtW4Uxsle8\nwYlERBqeTkkRgAd8S9mclmZ0HJFr4tVrjM+fP8/777/PiRMnCAwMZNCgQQwbNgyAvLw85s6dS0ZG\nBuHh4YwbN4527doZnFiMll9cyVuLDwEQHGjj0TvbYzaZDE4lItLwtIwOIqDDVjwBhazPzmFox7ZG\nRxK5Kq+dMXa73bz++usEBwfzm9/8hgkTJrBkyRK2bduGx+Nh5syZhIaGMn36dHr16sWsWbPIz883\nOrYYyOlw8OYneyirdGICHruzHSGBNqNjiYg0SGaTiTBbBAAXPKdwu90GJxK5Oq8txiUlJcTFxfHQ\nQw8RGRlJhw4daNOmDWlpaRw9epTc3FwmTJhATEwMI0aMIDExkY0bNxodWwy05Y3Z9N06n6ZVhYzu\nE0/7VuFGRxIRadDahyYRl1VF/3157N2ju+BJ/ee1xTgkJIRHH30UX19fPB4PaWlpHD9+nNTUVNLT\n04mPj8dm+7/ZwKSkJNLT0w1MLEZas+wzIvdvINJeyJ2lexhzW4LRkUREGrx+zVO5e00RyaerOHJs\nj9FxRK7Kq9cYXzR9+nQKCgro1KkTXbt25YMPPiAkJKTWOcHBwRQWFhqUUIx0+nQmIYs+wwRU2Myk\nPPkYFrPXfk8oIuI1mjdvyW+HJ3AhvBQ/eynjjQ4kchUNoh1MmTKFJ598klOnTvHRRx/hcDiwWmt3\nfqvVitPpNCihGMXpdvH2tvcpC6ge6nnDhhHTqqXBqUREGo8mTVPBZKLC5zzFFeVGxxG5ogYxYxwX\nFwfAuHHjeOutt+jbty/l5bX/8DmdzlpLK66FxdIgvm9o1F5b/THnw/L5cFgY3bJiePS+h4yOVMvF\nMaaxJjebxprUlW+PtV5xHTmZuQuT2cO69APc3bmXkfGkAbkZf595bTEuLi4mPT2dLl261DwWExOD\ny+UiJCSE7OzsWucXFRV9Z3nF1QQH+9+QrGKMZft2cdi+FZMJzK4Innp6Ov7X+c1RXdFYk7qisSZ1\n5eJYu6N7d+anv4vHY+JkXh5hYbrLqNRfXluM8/LymDVrFi+++CKhoaEAnDp1iiZNmpCcnMxXX32F\nw+HAx8cHgLS0NFJSUq7rPYqLK3C5tL2MNzpfXMR/9s3D5OPB47LyZLeHqSxzUFlWv+6+ZLGYCQ72\n11iTm05jTerKpcZaSvkd7DtcwdmwAAoKygxOKA2FZoy/oVWrVsTHxzN79mzGjRtHXl4eCxcuZOTI\nkaSkpBAeHs7s2bMZNWoU+/btIzMzk0mTJl3Xe7hcbpxO/QPibTweD6+s/gSPfwUAAyNGkBIVW6//\nX2qsSV3RWJO68s2x1q1VK/YdPkJOQQVZuaVEhQUYnE7k0rx2sZnZbGbq1Kn4+vry5z//mXnz5jF4\n8GAGDx5cc6yoqIgZM2awbds2pkyZQlhYmNGxpQ6s2nCEswdicWQlEOVqw7hu/Y2OJCLSqHVICCeq\nKp+eBQdIW6V7Ckj95bUzxlC9l/ETTzxxyWORkZFMmzatjhOJ0TL2HiNmzsv0CevIqYie/HLArUZH\nEhFp9MKD/Ribt5GwigLO7yiEe4caHUnkkrx2xljk2yqqnPxrcy5bQ9vTs/Agj/Vrhq/Nq7/3ExFp\nMOxxrQEIzTuFo8pucBqRS1MxlgbB4/Ew58uj5BRWsSGiC0U//gUtU1sZHUtERL4W0a16Fymbx0na\nFt0FT+onFWNpENbvy2broRwAerWPpm/P69uBREREbq6kPl3Js4X+/+3dd3Sc5YH3/d809S6rWpLV\nLPeKccEYm15jOxR7HZIY0hbIwp4NycMTTv7Yd4t337wpTza7i8khMeBQkseBEDoE3DA2wjZuuMmS\nXGT13jX1/UNBQeuCJc/MNTP6fs7JOeP7nrnnZ3JZ89M1133f2ptUphNt3HALoYnvmRH2zjZ16/l3\nj0uSslJj9bWbJslisRhOBQD4vOjYGH207H4drG5Sdk+HvmQ6EHAezBgjrDndLv2fLS/L6XHLbrPo\nwZXTFRvN73sAEIrS89sVM/c9deRs1unWJtNxgHNQjBHWXt7+pnrTDih6ykdasSxPBVmJpiMBAC5g\nbkGhLDaPJGlr5X7DaYBzUYwRtvr7+1T8xz9pzVttmtDeo5vnFpuOBAC4iKk5+bI4B2/ucaT1uOE0\nwLkoxghb7734ayX3uJXZ5tac6Imy22ymIwEALsJqtSrDViBJ6rCcldvjMZwIGI5ijLDU09Ol7D2f\nSJKak6N03V1fNZwIAHApZmROHnxgd+mjk8waI7RQjBGW/rDtNTkdg497r14mh91hNhAA4JJcWzpT\nV3I2HA0AACAASURBVHzaq3vebVPLmy+bjgMMw+n7CDtd/X36yHpY5belqeRUlB5Zvtp0JADAJUqN\nT1Beo0W90VZVxfaajgMMQzFG2Nm4+8+SY0A+WVS2YIVsrC0GgLBy5MZlOu7+SN6+KHX09ik5LtZ0\nJEASSykQZvoG3DqyN0Gu05MU05erW6fOMx0JADBCNxYvVv++pRo4eLWOn+4yHQcYQjFGWPnznhr1\n9Prkri/St6avldXKEAaAcDN5fJYS7UmSpINVLYbTAH9Fq0DY6Ol36a2PTkuSpkxI1ZQJqYYTAQBG\nw2qxaFpRuiTp0+pW+Xw+w4mAQRRjhI1tb+zSQP+AJOnLS7iZBwCEsxnFaZKktq4BnW3uMZwGGEQx\nRljoaOvS+Lc26junXtG1yd0qzUs2HQkAcBmmFqXJ8pfHh6pajWYBPkMxRlh4e1+Dfjv+FtVHp2nx\nfGaLASDcJcVFaZGjWSvrtijmlWdNxwEkcbk2hIGO7gG9v6dGzugUnbrmbi2/YrrpSAAAP5hs71Jm\nz2m5e63q6+pVbGKc6UgY45gxRsh7atebcse0yCLWFgNAJMmcN0eSZPd59en27YbTABRjhLjq5gZV\naqeip36kCbMalJeZYDoSAMBPiufP0IB9sIrUH9xmOA3AUgqEuGc/eU0Wm08+n3TnzKtMxwEA+JHd\n4dC+abnqiO3QmXSr7jAdCGMeM8YIWcfqa9RgOS5JSveUaPr4CYYTAQD8zXXlEh0pjlV38oCONpw1\nHQdjHMUYIaviN/+ha/d0Kq7Hq6/OYh4BACLR0pJZQ48/qNpvMAngp6UUHo9HR44ckc/n0+TJk+Vw\nOPxxWIxhh/bvUWl1o6w+KdaboklfGm86EgAgAEoysmV1Jsob1aXjHRWm42CMG3Ex3rJliz788ENZ\nLBYtXrxY8+fP109+8hPV1NRIklJSUvQP//APysrK8ntYjB01f3xOxT7JbZWm3nOf6TgAgADKcUzQ\nWR1St61e/S6nYhxRpiNhjBrRUop33nlHL730kiZMmKCSkhK9+uqr+sUvfiGfz6cf/OAH+v73v6/E\nxET98Y9/DFRejAHHjleqoHbwLkhVJeNVXDrJcCIAQCDNyZ4qSbLYPPqg8rDhNBjLRlSMP/jgA33t\na1/Tvffeq1WrVum73/2uqqurtWLFCpWUlKi0tFSrV69WRQVfhWD03j3Uq18V3659eRmasfqbpuMA\nAALsmtLp8nmtsrikyoojpuNgDBvRUoqWlhYVF//1BguFhYWy2WzKzMwc2paRkaGenh7/JcSYcrK+\nU3uPN0lKl5b+rSYUckMPAIh08dExunFPpkpPHFZv7G7pS2tMR8IYNaJi7PF4zjmxzmazyWazDdvm\n8/kuPxnGpD9ur5YkRUfZdOuCAsNpAADBklE4VTtbbKqOz9Wk7gGlJESbjoQxiMu1IWScqOnQgcoW\nSdKN8/KVGMfJFwAwVpTcsES70maoITpdh0+2mo6DMWrEV6V49913FR09+Fucz+eTx+PR+++/r/j4\neElSf3+/fxNizHh5e5UkKS7arlvm5xtOAwAIpuy0OCXEOtTd51JNE0syYcaIinFaWpr27NkzbFty\ncrL2799/zvOAkThS1aQjp9okSTfPz1dcDNfCBoCxxGKxKDs9TidqOlTf0ms6DsaoERXjdevWBSoH\nxjCv16vW//q5lnuitDfnCt0wj9liABiLctIGi3FdK8UYZoyoGO/cufOSn7to0aIRh8HY9NbhParK\ntWthRYOy0roUG+2XGzICAMJMdnqcJKmprU9uj1d2G6dCIbhG1ECeffbZYX/+7OoT0dHRstls6u3t\nlcViUXJyMsUYl8Tt9ejtM+/KPadfxydn6N+XrTQdCQBgSE7a4PlKXp9PjW19yh0XbzgRxpoRFeMn\nnnhi6PGuXbv03nvv6f7771dubq4kqampSRs2bNDcuXP9mxIRa9MnH8gd3S5JmpG2UHHxcYYTAQBM\nSXL0aFXHS0rr7dfh7Q3K/TLXM0Zwjfo7ipdffllf+cpXhkqxNHhzj9WrV+vtt9/2SzhEtn6XUx80\nbZEkWZzx+vq8G80GAgAYNT4nUxNaupXS41Zf7WnTcTAGjboY9/f3n3NjD2nwRCqn03lZoTA2bNz9\nZ/miBi/Jc3XGUkU7uBIFAIxl0dGx6ogf/CywtzUbToOxaNTFeNKkSfrd736n5ua/Dtza2lo999xz\nmjlzpl/CIXJ19vVpX+fgyZx2Z4runrPEcCIAQCjoTBxcVxzf2WU4CcaiUZ/+v2bNGv3Hf/yHfvSj\nHykuLk4+n099fX0qLCzU3/zN3/gzIyLQu889oTJrh45PiNbNeTfKbj332wcAwNhTM6lERydUqCUh\nWld7vbJauTIFgmfUxTg1NVU/+tGPdPToUZ09e1YWi0X5+fmaNGmSLBaLPzMiwnQ2t6ls9yHNcHtV\nUJemW354helIAIAQ4SibomNdZyRJtZ3tykvhpmEInsu6YKzNZtO0adM0bdo0f+XBGLD/6ReV5fZK\nkvKu+RKzAQCAIUVpudr1l1UUxxrOUIwRVGF9J4W2tjb9/ve/17Fjx+RwODRv3jytXLlSDodDzc3N\n2rhxo6qrq5WWlqZVq1Zp6tSppiOPeU1nGpR+7GNJUkPWRC1Zcq3hRACAUDIlK086Nfj4VFudpFlG\n82BsCdupOp/PpyeffFIul0s/+MEP9O1vf1sHDhzQn/70J0mD11xOSUnR448/roULF2r9+vVqbW01\nnBqv7m/RK1nXqDEqRUX3shYdADBcekKSrE2lcp6cIvWkm46DMSZsi3FDQ4NOnjyptWvXKicnR6Wl\npVq+fLnKy8t17NgxNTU16d5771V2drZuueUWFRcXa8eOHaZjj2lnm3u049N6VSQUqOL27yhvaonp\nSACAEJTnnidP4wR1tkaZjoIxJmyLcXJysh555BElJiYObfvsyhhVVVUqKChQVNRf/0GVlJSoqqrK\nRFT8xUtbK+XzSQ67VSuWFJuOAwAIUdnpg3dBrWvpMZwEY81lrTGuqKhQZWWlPB6PfD7fsH133HHH\nZQX7IrGxscPWDHu9Xm3ZskVTpkxRR0eHUlJShj0/KSlJ7e3tAc2ECztxtkOfVAxe8/r6K/KUlhRj\nOBEAIFQV9dYqv+ZNpVV1aqBvrqJj+cxAcIy6GL/++ut69dVXFRsbq9jY2HP2B7oY/08vvfSSzpw5\nox/+8If685//LLt9+F/NbrfL7XYHNRMGeb1e/X7rUUlSbLRdty2cYDgRACCUpaYnqcKRqMq48Upv\n6VZ+HsUYwTHqYrx161atWLFCt956qz/zjMof/vAHvffee/rOd76j3NxcORwO9fQM//rF7XYPW1px\nKWy2sF1pElL+dOBj1Yz7k+zOIt06+VqlJEabjhQyPhtjjDUEGmMNweKPsTZ+7nT9fGenJOmKPp+K\n7IxbnCsQP89GXYx7e3s1f/58f2YZlRdeeEHbtm3TN7/5Tc2ZM0eSlJKSotra2mHP6+joUHJy8oiO\nnZR07kw4Rsblcsnx3AbNzrPqYOFJ3XndRCXHx5uOFXIYawgWxhqC5XLGWlJynBx2q1xur9p7XEpN\n5XMDwTHqYlxSUqLKykqlp5u7lMqrr76q7du369vf/rbmzp07tL24uFhvvfXWYClzOCRJJ06c0MSJ\nE0d0/M7OPnk8Xr9mHmue/+AdRcV7dc3eXuUmTJXXKbU5OZniMzabVUlJsYw1BBxjDcHir7GWnRan\nM43dqqppV1sbnxs4V0jNGM+fP18vvPCCTp48qZycnHPW9C5atOiyw11MXV2d3njjDd16660qLS1V\nR0fH0L6JEycqLS1NzzzzjG677TYdOHBAp06d0v333z+i9/B4vHK7+QAZrX6XU9vaP5BvYZL2lqbr\n8eX389/zAhhrCBbGGoLlcsdaWppXZ52NquxrkdvNDboQHKMuxhs3bpQkvf/+++fdH+hivH//fvl8\nPr3xxht64403hu1bv369HnroIT377LNat26dMjMz9eCDDyo1NTWgmTDcsx+/K19UryRpWulNionh\nK1wAwKVxJp9UdNJedXhs8nrvktXKOmME3qiL8fr16/2ZY8RuueUW3XLLLRfcn5GRoUcffTSIifB5\nHX092t+9U7JL9oEU3TX7atORAABhZHxilk52ShabR2faWjQhPcN0JIwBIyrGO3fu1Lx58+RwOLRz\n586LPjfQM8YIbb8pf0OyOyVJt064WXarzXAiAEA4KY5LlXtHj1I73arWx5pw3W2mI2EMGFExfuaZ\nZzRt2jQ5HA4988wzF30uxXjs6ux1qqLCJ19OvOKsCbpp8hzTkQAAYWZiVr7SDg6edFeRW2E4DcaK\nERXjzy+fML2UAqHrw+dfV0xdtNqbF+u7905lXRgAYMTS09N1MtamxD6PfM2NpuNgjLisW0ID/1ND\ndY0KPnpV3/b5dHTmTZqen2s6EgAgTHUkxCixr0dxn7vyFBBITOXBr44/+6LsPq8skubftMB0HABA\nGKsvyNEnZbH6tJA7piI4mDGG35w+eFyZZw5JkhoLZ2ry5GLDiQAA4axr5mzt7+uWry9evf1OxcVE\nmY6ECMeMMfzm9YNtKk+Zqj5rlKauXWM6DgAgzC3MuVL9u2/UwKeL1dwxYDoOxgC/zxi73W6dOHFC\ncXFxKigo8PfhEaIqatr18ekeadw8xd18h2blZ5uOBAAIc3npyZIskqS6ll4VZCWaDYSI5/di/Mor\nr8hisai2tlZ9fX361re+xR3nIpzb69Gzu7ZJildctEO3LJloOhIAIAKkJkUrymGV0+VVXUuP6TgY\nA/xejMvKyjRjxgxJUnd3t9577z2tWLHC32+DEPJ0+TtqTftA0dMTdE3aCsXHOExHAgBEAKvFouzU\nOJ1u7FZ9a6/pOBgD/L7GuKGhQVu3blVjY6MSEhJYThHhKhpqtbdrmyTJYbfqS/OmGE4EAIgk2elx\nkqT6FooxAs/vM8ZOp1NxcXF68803VVtbK5/Pp/b2drW2tuquu+7y99vBII/Hoyd3Py9LrEc+n0Vr\nyu5WbBRnDAMA/KfI16HEpo+VVt8tj+cK2Ww205EQwfxejKdNm6a+vj6tXbtWktTW1qaKigrt3r3b\n328Fw9569r+14shRvbswSQmpV2pR8WTTkQAAESZDfUrqPavWqCS1NncqI4vzlhA4finGfX192rx5\nszIyMjRr1ixFfW7WMDU1VfPnz1dpaak/3gohoqKhVrtjT+omt0837ezR3H+503QkAEAEGrdogf7x\n6ODKz4IejzIM50Fk88sa49jYWN12221KSUnRj3/8Y/3mN7855zlpaWn+eCuEAK/Xq/V7X1Bjpk3P\n35Iux5r7FRfNXYkAAP6XkRqjqMnlipn9vnbU7TIdBxFuRMX4lVdeuej+iRMn6oEHHtDevXsvKxRC\n2zufnFCvt1uSlO+YowVzFxpOBACIVLFRDtlj+2SJcqqxr9F0HES4ERXjtra2L3zOuHHjNG3atFEH\nQmhrbu/TK1vrNHDoKsW2TNfDizmhEgAQWDG+ZElSh+uLewhwOUa0xri8vFzd3d2aOHGiSktLVVhY\neN6zQ1k2EZl8Pp82vHlUA06PrBa7vnv1Sq5CAQAIuBR7uvpUr35rh+koiHAjKsZZWVmKj4/X1q1b\n9fLLL8tut6uoqEilpaWaOHGiiouLFRMTI4vFEqi8MGjbxyd15NTgb+u3LixQUU6S4UQAgLEgKz5D\ndX2SHP1q6+lWanyC6UiIUCMqxvPmzdPtt98u6a+XYTtx4oT27dunN998UxaLRePHj9fAwIBWrVoV\nkMAwo6G6Rsm//n81P2WqzpZeqeWLi0xHAgCMEUXx6WqrHFBqp0fHUw5xbgsCZkTF+LNSLP31Mmzz\n58+XJPX09KiyslIVFRXauXOnf1PCKK/Xq4onfqVMT7+WtXyiqNU3ymH3+00TAQA4r9LEdBVsGVxG\nUZVySKIYI0D8doOP+Ph4zZw5UzNnzlR/f7+/DosQsPuFPymz9bQkqXnaIl09l9s+AwCCJ7+gSEfs\nFkW5fXI11JqOgwgWkGm/JUuWBOKwMOBEU52OVn0in6T22FTNf2Ct6UgAgDHGZrOpIy5RkpTU6jOc\nBpHM77eElqSCgoJAHBZB5vV6tX7PC+pb3KeTeQX6yox7FBXLjTwAAMHnTCvW2YEatVi58hUCJyDF\nGJHh6fJ31RdVL0mKnjBZpfNmGE4EABiruq9bqZe3Vclus+pOr09WK1fAgv9xBhXOq7KpXru7tkqS\nrM5EPXL13YYTAQDGspy0OEmS2+NVcyfnMiEwKMY4h9fr1RN7npfF5pbPJ/3NxLu5kQcAwKjs9Lih\nx/UtPQaTIJJRjHGOzy+hmGCZrcUlXIUCAGBWVmqsPrt/WH1Lr9kwiFgUYwxzouKoxr/+klI63bI6\nE/Xw1XeajgQAgBx2m8Ylx0iS6lopxggMijGG+Hw+vbP9oFI7PVrzVpvWjL9dcVExpmMBACBJykmP\nlyTVMWOMAOGqFBiy/UCddjema3/OnbphfKPumTHXdCQAAIZkRXdomm+v0k/3SOIzCv5HMYYkqbWz\nXy++VyFJGpeeppVrbjacCACA4ZJaD+qKykPqibGqsaVJmekZpiMhwlCMIUl6Y9cp9Ts9slikb94+\nVQ67zXQkAACGibtivp7IrpYzyqq/aaMYw/9YYwy53B7t+rRBkjR/SpaKc5MMJwIA4FyT8kvkjBqs\nLifbag2nQSSiGEN7jzerd8AtSVoyM8dwGgAAzi87KUVyOyRJtV2NhtMgElGMoUPb98ji82pccowm\nT0g1HQcAgPOyWq1yeAa/1Wx1thhOg0jEGuMxrq7qtK7++PeabYtV2/V3y2rh3vMAgNCVaEtVq1rU\nq3bTURCBmDEe43a/tlEWSQmePk2fV2Y6DgAAF5URM06S5LF3a8DlMpwGkYZiPIa53C7lnKiSJJ3N\nTFB2cb7hRAAAXFxecraie6zKOhOlM2fPmo6DCMNSijFs6ye7FB1jUVKv5Jp1hek4AAB8oflRWZr+\nSr0kqS/rlFRYaDYQIgrFeAzb3HpI7bekaVyz9L9uv9t0HAAAvlBWcb4qZZFVPnXX1JiOgwjDUoox\nqqm7U222U5Ike9pUxccnGk4EAMAXc0RHqStm8MoUroZ6w2kQaSjGY9QfD34gi9UrSbq55CrDaQAA\nuHT9SePkkVXOvgHTURBhImIphcvl0rp167RmzRqVlQ1eWaG5uVkbN25UdXW10tLStGrVKk2dOtVw\n0tBxqH2/FC3ZnSmaX8TVKAAA4aPxmpV6+pMGxcdF6wbTYRBRwn7G2OVy6amnnlJdXd3QNp/Ppyee\neEIpKSl6/PHHtXDhQq1fv16tra0Gk4aOwzW1ctm6JEnTkmYZTgMAwMhk5qTLZ7Gqu8+lrl6n6TiI\nIGFdjGtra/Xv//7vam5uHrb92LFjampq0r333qvs7GzdcsstKi4u1o4dOwwlDS37Dnepf9+1clfP\n1MrpV5uOAwDAiOSkxw89rm/tNZgEkSasi3FFRYUmT56sxx57bNj2qqoqTZgwQVFRUUPbSkpKVFVV\nFeyIIcfZN6CiV57QssZ9WhRXpMykZNORAAAYkez0uL888qmmudNoFkSWsF5jvHTp0vNu7+joUHLy\n8MKXlJSk9nZuH7n/aK2qY7I1q7NCjkxmiwEA4Sch1qHYKXvki2vVrtY6Xauvmo6ECBHWxfhCXC6X\n7PbhfzW73S63220oUejYfrxDhzLma3/RVVq3dL7pOAAAjEpUlE9Om0dtzhbTURBBIrIYOxwO9fT0\nDNvmdruHLa24FDZbWK80OUdLR78+rR48AXHxnHxFxzgMJ8JnYyzSxhpCD2MNwRKssZZiTdVAV72S\nO+pktzOux6JAjLGILMYpKSmqra0dtu18yyu+SFJSrD9jGffO7hr5/vL49iUlSk2Nv+jzETyRNtYQ\nuhhrCJZAj7X5Z7pUsqtVXovk+FufEhISAvp+GBsishgXFRXprbfeksvlksMxOCt64sQJTZw4cUTH\n6ezsk8fjDUTEoPP6fHp71+Cd7qYWpinaKrW19XzBqxBoNptVSUmxETXWEJoYawiWYI0165QZejn2\ntFqTbHJXVmt2QXHA3guhiRnjS1RWVqa0tDQ988wzuu2223TgwAGdOnVK999//4iO4/F45XZHxgfI\n9uPH1OKpkZSmq2dkR8zfK1JE0lhDaGOsIVgCPdYKiifrTwPvSpKONZ7V9NzCgL0Xxo6IXJRjtVr1\n0EMPqaOjQ+vWrVN5ebkefPBBpaammo5mzNaj7yh6yseKnb5LcyaOMx0HAIDLUpKRLZ/XIkmq6aw3\nnAaRImJmjNevXz/szxkZGXr00UcNpQktTU1N+vLre9SU5tCns3IVHRUx/7cDAMaoKLtDNneCvFFd\nau5v/uIXAJeAhjQGlL/2oiZ6pNwml+ILZpuOAwCAX+S4ZqvqVJdsiTmmoyBCRORSCgyXdPhTSVJz\ncpTmLlhiOA0AAP4xKWmqvG3ZamqwyefzffELgC9AMY5we48eVGLvgCSpdfIU2Ww2w4kAAPCP7LTB\nW0M7+wfU0dlnOA0iAUspItxbZz9R3cpxKjzr1FduXmU6DgAAfpPl69bfnnpZya5uNexPUco1V5qO\nhDDHjHEE63c5ddZzXF6bRc05ZcrJGW86EgAAfpOdn6lUV5es8qnj1BnTcRABKMYRbG9Fg1yNefI5\no3X1+Pmm4wAA4FcJqcnqsQ/eYW+gjku24fJRjCNY+aetcteUKabyJt08Za7pOAAA+F1vQpokydLS\naDgJIgFrjCNUW9eADla1SJKunjFedk66AwBEoPq51+v1482yjMvU1abDIOwxYxyhdhys02dXrrl6\nRrbZMAAABIi9JEdN+X1qTj2s7v5+03EQ5ijGEcjr9crx8rOa1XFc03NjlZkaZzoSAAABYYvvUlTR\np7LnnNTxxrOm4yDMUYwjUEVFnTwDA7q56SMtjW01HQcAgIApy8gbelzZUmswCSIBa4wj0AcVHdqR\ne73GWfv1/9x2rek4AAAETPG4LPm8VlmsXtV0cmUKXB5mjCNM34BbHx8bPDN3+sxixcbHGk4EAEDg\n2G022d0JkqTmgRbDaRDuKMYR5sV970tFH8uaWq/FM3JMxwEAIODiLamSzydnX7PpKAhzLKWIMPtb\nP5EtpUVRcQMqykk0HQcAgICbe6pXZfuaZfM2y3OHRzYuUYpRohhHkH01J+WKHvwaaUrCTFmtfCEA\nAIh8UbkF+qT/pNqSbEpoaVJhJpcpxejQnCLIm0e3SZJ8XotWzFhiOA0AAMGRPW22PpqYrmPJ43W2\nvct0HIQxZowjREtLi254davOZjp0rLRYucmppiMBABAUs8aXaOB3yyRJ/QWcdI7RY8Y4Qnz4zH8q\nucejqdX9Wpg8yXQcAACCJibKrtTEaElSfWuv4TQIZxTjCHDk030qOVotSTqdk6Slt6wwnAgAgODK\nThu8y2t9S4/hJAhnFOMI8NEH5fJaLfJYpZzV3zAdBwCAoMtJHyzGtS3MGGP0WGMc5j6tbtW2tlLt\nKRqna7Jadc/02aYjAQAQdAVZg5cobesaUGtnv9KSYgwnQjiiGIcxt8erF96rkCTZYjN0x5rlhhMB\nAGBGaUa0bm38UHl9jTr1nltpX77JdCSEIZZShLEtn5xVbfPgWqq7lpYoNprfcwAAY1N2dqrKes4o\n3dWp7mNHTcdBmKIYh6muXqf+uH3whLsJ2YlaPJPbPwMAxi6r1arO9DxJkqOuynAahCuKcZj64/Zq\n9Q64JUn33lAmq8ViOBEAAGb1TEiWJKX2tKupscFwGoQjinEYOnWwQlUf7pEkLZyapdK8ZMOJAAAw\nL3nOHG2dm6AXb07VR/XVpuMgDFGMw4zX69XBl/+gNWff0fKmHbp7WYnpSAAAhIS5cxbqk7IENaY7\ndLiFYoyR42ytMPPS/g+1eXGLKpLzNTuumMvRAADwF9EOh2Jc4zQQ3aj6/hrTcRCGmDEOI939/drS\n+K5ksahyslVXfu0u05EAAAgpuTH5kqR+R4v6nE7DaRBuKMZh5KmPXpPP0SdJWpZ5gxJimC0GAODz\npmeVSpIsVq/KTx03nAbhhmIcJqqbG3TcOXjCXfRApu6ctdhwIgAAQs+CCZPl8w0+PlBfYTYMwg7F\nOEw8tfdlWWwe+XzSV6aukNXK/3UAAPxPqfHxcjhTJZ9PrU2sM8bIcPJdGNjx8Q71+E5IsirLO1nz\nJkw0HQkAgJB1/Zkc5e05JbsOyrPCI5vNZjoSwgTFOMR5PB75frdRXx9wauvsFK25+8umIwEAENLy\nCyfpwPFm1cRmKrWpW/nZXO8fl4bv40Pc3v/7hjLb+5XQ59VEb76yk1NNRwIAIKQVXzVXW8fNVWV8\nnk7UdZuOgzBCMQ5hPe1dcmx5Q5LUHpuqm77+kOFEAACEvuSEaGWmxkqSKs60G06DcEIxDmHv7KhQ\nvSNFkpSwcpWioqMNJwIAIDxMzBtcPlFRQzHGpaMYh6iG1l698WmHfp97g3YuXKOp1y8yHQkAgLBR\nljc4sdTSOaCWjn7DaRAuKMYh6sX3KuTx+mS3W3XLXUtMxwEAIKxMzE8ZesysMS4VxTgEHaxq0f7K\nFknSjVfmKys1znAiAADCS1ZqrJLiHJKk46ebDadBuOBybSHG7fHqxfcG79STHB+lOxYVmg0EAEAY\nslgsutK2RxOaDsvyZ4t065OmIyEMMGMcYp7a9YaaE8sl+4DuXlai2Gh+dwEAYDSS7R5ldjg1rmNA\nDY31puMgDERs63K5XHrhhRf0ySefyOFw6MYbb9SNN95oOtZFnT17Rik73lT8jFj5kpxaNP0W05EA\nAAhbmdPnSh8flEXSp7u2KWv5KtOREOIidsZ406ZNOn36tL73ve/pK1/5il577TXt3bvXdKyL2vr2\n7zXzRI/Wvtaiu/KvldViMR0JAICwNWveIjntg5+lPSeOGE6DcBCRM8YDAwPasWOHHnnkEeXnSPay\nJwAAGT9JREFU5ys/P18333yzNm/erLlz55qOd15ur0cfju/U7i+PU1Fdoh6ecYXpSAAAhLXo6Bht\nnzNercndakuI1pdMB0LIi8gZ45qaGnk8HpWUlAxtKykpUXV1tcFUF7f52H75HH0aiLYqe851puMA\nABAR+ibPVG1mlHpj2tTr5HrGuLiILMYdHR1KSEiQzWYb2paUlCS3263u7tC8Z/q2Mx8PPnA7dPu0\nK82GAQAgQkzLLJUkWaw+fXTyuOE0CHURWYydTqccDsewbXb74KoRt9ttItJFdfb1qsVyUpKUaSlW\nXFSM2UAAAESIRYVT5PMNrjM+UF9hOA1CXUSuMXY4HHK5XMO2fVaIo6KiLvk4Nltwfm9488huWWwe\nSdL1xQtlt0fk7ys4j8/GWLDGGsYuxhqCJdTGWlpivJLbZ6up0Sp3RgGfsREkEGMsIotxSkqKuru7\n5fV6ZbUO/kfr7OyUw+FQXNyl30UuKSk2UBGHqa9OUX/tQiXntmnFPfOHMmPsCNZYAxhrCJZQGmsL\nc67SKxWVOjnQp6TkONmsXPUJ5xeRxTg/P182m01VVVUqLR1cW3TixAkVFhaO6DidnX3yeLwBSPhX\nTadqVbTtD+pJKtbMOcvU0dEX0PdDaLHZrEpKig3KWMPYxlhDsITiWJuQGS9JsnR36uC+ak0oyjKc\nCP7AjPElioqK0qJFi/Tcc89p7dq1am9v17vvvqv77rtvRMfxeLxyuwP7j/rIa3/W5J5TmtxzSkk5\n1wX8/RCagjHWAImxhuAJpbFWlB6tvz35klLd3ap5v1/j195tOhJCVEQWY0m655579Pzzz+tnP/uZ\n4uLitHz5cs2ePdt0rGG8Xq/sB/dIkpqSc1VWkm84EQAAkSc5NVHVWVO0xROncbEFWmA6EEJWxBbj\nqKgo3XfffSOeJQ6m6r2HldLfJkmKumKh4TQAAESuvgXX6diBOjU2ueTz+WTh7rI4D87yMujjBq/e\nylio03HZmnLrMtNxAACIWBPzUiRJbV0DaungRh84v4idMQ51bo9XH57oUHdymaIXLdENqUmmIwEA\nELHK8pOHHlfUdGhcSuhcNQOhgxljQ3Yeq1b3wOAVKK6anm04DQAAkS0jJVYJOU1yFB/Q+3Xvm46D\nEMWMsSGvn35TMXPOytY2QVMLl5mOAwBARLNYLIrPbpLHUat6Z5fpOAhRzBgb0NDZoU77GVlsHuWO\ni5eNG3oAABBwExIKJUkWa6fqW1vMhkFIYsbYgD99ukMWq0+SdHPpVYbTAAAwNsxNzNXkV1uV1erW\nod53lL1yjelICDFMVRrQVrFTVq9P9oEUzS0oMR0HAIAxYdakqRrX7pHNK/VVHjUdByGIGeMgO3Tw\nE63cdka90RYdWTbZdBwAAMaM6OgYNabFK6+xW8kNjabjIAQxYxxkbzYf1XO3pupIYayuXnC96TgA\nAIwpPTm5kqRxHX3q6uIkPAxHMQ4it9ejU86jak51aO+MMuUXFJqOBADAmJJ45VV6+dpk/erOcSqv\nrTIdByGGYhxE+6pr5e6PliRdmTnXcBoAAMaeK2Yv0MnYfPXWT1ZLE7eFxnCsMQ6i/Ue75DyyULGJ\n/br9W/NNxwEAYMxJjInV+O5lqqrrVE2M13QchBhmjINkwOnR7mNNkqQri4sVHx1jOBEAAGNTWV6K\nJOnE2Q55vT7DaRBKKMZBsvd4kwacHknS4hncAhoAAFMm5iVLkvqdHp1p7DacBqGEYhwkNW+/qzRn\nhzJSYlQ6Ptl0HAAAxqzSvL9+DlfUtBtMglDDGuMgaD5Tr5lH3tMsSXW5t8tiYbE/AACmJMZFKSc9\nTm2Nrao7dEyal286EkIExTgIjr/xZ437y+OyaxcYzQIAAKTrOg4ov/pD9ZyJk/fr18lq5Ut0UIwD\nzuv1yn5ojySpKTlXZSUFhhMBAICEmTP1aptVNTGZ+t8d/cpKjTMdCSGAX48CbE/VcVWkxanbFqOo\nK5gtBgAgFBRdOVOHs9PUk9+kHVWHTMdBiGDGOMDePvmR6pa69KErRf+ycJnpOAAAQNK45BjFlO2T\nHP3a3+rTneL+AmDGOKAGXC7VeSskSckqUGoyV6MAACAUWK1WJWvw8qmtnjrDaRAqKMYB9OaR3ZLd\nKUm6avwVhtMAAIDPK0ycIEnyRnWptqPNcBqEAopxAO2qGzzpTq5o3TR5rtkwAABgmDm5ZUOPd508\nYjAJQgXFOEAaOzvUaTsjSRpvL1OU3WE4EQAA+Lw5+cWSxy6r16dTpz81HQchgJPvAuS1fVtlsQ7e\nf/2m0oWG0wAAgP/JbrPpmn1uTT/RpNakLulL3zYdCYYxYxwgpa+9qdVvtaqs0qp5EyaajgMAAM4j\nLi5VDo80rr1f7e3cHnqsoxgHQG1zt3amlqnbHqtiX5bpOAAA4AJSJ82UJNl8UtWefYbTwDSKcQDs\nOtygY5ZZ+kPyl3XNVx4yHQcAAFzAFQuvlecvdainqt5wGpjGGmM/8/p82nlo8B/W9KJ0JSdEG04E\nAAAuJDYhTttnrdT+TruKE3O0xHQgGMWMsZ8dP92uls4BSdJV07MNpwEAAF8kdfpU9dlidKK2Ux6v\n13QcGEQx9rMP/zJbHBtt05yJ4wynAQAAX2RiXookacDp0ZnGbsNpYBLF2I8GnB59fKxRknTl5ExF\nOWyGEwEAgC9Smpcsy18e17f2Gs0Cs1hj7Ef7yo/K198nWaN01fQc03EAAMAlSIh1aPV1pTp2pl1T\nJqSZjgODKMZ+5PrTi3q4rVaHs6ZrYt61puMAAIBLdNP8At00v8B0DBhGMfaTqhPHlNF6RhZJWdnx\nslgsX/gaAAAAhA7WGPvJp2+/PLQ+KfuGxUazAAAAYOQoxn7g9XrV11Urj0WqHRenssnTTEcCAADA\nCLGUwg92VB3V1vkxKp8ZpQXWhabjAAAAYBSYMfaD96t3SZJ6HQ7dsORWw2kAAAAwGhTjy9Tr7Fej\nr1KSlOYtVGp8vOFEAAAAGA2K8WV67VC5ZHdJkpYUXGk4DQAAAEaLYnyZ9tYfliRZXLG6ftIsw2kA\nAAAwWpx8dxnauwfUdHCiLAnjNG9asuxWbgENAAAQrsK+GPt8Pv3iF7/QggULtGjRoqHt3d3d+u1v\nf6sjR44oISFBy5cv14IFC/z63od//yfdUfepDiaVauWa2/x6bAAAAARXWC+l8Hq9evHFF3X06NFz\n9j399NPq7+/XY489pttuu00bN27UyZMn/fbePp9Pxxr7lDXQphu6Dyk7Lc5vxwYAAEDwhe2McVtb\nm37zm9+opaVFsbGxw/Y1NTXp0KFDWrdundLS0pSbm6uqqipt2bJF9913n1/e/3RDt7YrT9sLxmvt\ntdxbHQAAINyF7YzxmTNnlJ6erscff/ycYlxdXa3U1FSlpaUNbSspKVFVVZXf3v+Dg3WSJLvdpitn\nF/rtuAAAADAjbGeMZ86cqZkzZ553X0dHh5KTk4dtS0pKUnt7u1/e2+3x6qPDDZKkuWXjFBfj8Mtx\nAQAAYE7IFmOXy6W2trbz7ktJSVFUVNQFX+t0OuVwDC+rdrtdLpfLL9kOVLaou2/wWFdNz/HLMQEA\nAGBWyBbjqqoq/fznPz/vvgcffFCzZl34msHnK8Fut/uiZfp8bLbzrzT589H9ktWnlLhYzZqYLps1\nbFekwLDPxtiFxhrgL4w1BAtjDcESiDEWssV40qRJWr9+/ahem5qaqs7OzmHbzre84oskJcWes+1M\nQ4NOxr6jmDk2TYm9UePSE0eVEfi88401IBAYawgWxhrCUcgW48tRVFSk1tZWtbW1KTU1VZJUWVmp\n4uLiER2ns7NPHo932Lb3fvOk7j/YrKNFMZp1d6Ha2nr8lhtjj81mVVJS7HnHGuBPjDUEC2MNwTKm\nZowvR0ZGhqZOnaoNGzZo9erVqq6uVnl5ub7//e+P6Dgej1du9/B/1MlHjyq5x6vCs17NzCs+Zz8w\nGucba0AgMNYQLIw1hKOIXQB0//33KyYmRv/2b/+mt956S2vXrlVhYeFlHXPf7l3KbB+QJHVOmuKH\nlAAAAAgVETFjvG7dunO2JSYm6qGHHvLr+1Tu/LNmSPJYpbm33+PXYwMAAMCsiCjGweB0u/T+xH4d\nyk5VflOivpGTazoSAAAA/Chil1L42ztH90pRTjWmO5R29a2m4wAAAMDPmDG+RIer2+VVkqzR/bp1\nyjzTcQAAAOBnFONL0NPv0omjUXJ7rtLSeemKdnALaAAAgEjDUopLUH6kUW6PT5K0bPrIroUMAACA\n8EAxvgQfHqyTJOVlJKggK8FwGgAAAAQCxfgLnD1WrdyD25Ti6tLiGdmyWCymIwEAACAAWGP8BQ6X\nH9YVHUe0sO2gsguvMR0HAAAAAUIxvgiv16e3OlPUVXiPrk5z6uuZqaYjAQAAIEAoxhdx+GSr2roG\nJKtdU5fNNh0HAAAAAcQa44v4v4fflC3rpOLiPZpVOs50HAAAAAQQM8YX0NLVqTr7AUVN8CrTIzns\n/A4BAAAQyWh7F/DCR1tksXolSdcVLzScBgAAAIFGMb6A8vo9kiSrM1FXFU02nAYAAACBRjG+gFu2\nH9Ok6n5Niposq5X/TAAAAJGONcYXMKHepYJ6lxzLZpqOAgAAgCBgKvQizmYmqLhkkukYAAAACAKK\n8UW4Zs41HQEAAABBQjG+gBNZSbp6+T2mYwAAACBIKMYXMPd//X9KTko2HQMAAABBQjG+gBnc6Q4A\nAGBMoRgDAAAAohgDAAAAkijGAAAAgCSKMQAAACCJYgwAAABIohgDAAAAkijGAAAAgCSKMQAAACCJ\nYgwAAABIohgDAAAAkijGAAAAgCSKMQAAACCJYgwAAABIohgDAAAAkijGAAAAgCSKMQAAACCJYgwA\nAABIohgDAAAAkijGAAAAgCSKMQAAACCJYgwAAABIohgDAAAAkiS76QCj1dvbq02bNungwYPy+Xya\nPn26Vq9erdjYWElSd3e3fvvb3+rIkSNKSEjQ8uXLtWDBAsOpAQAAEKrCdsb4ueee09mzZ/Xwww/r\nkUceUX19vTZu3Di0/+mnn1Z/f78ee+wx3Xbbbdq4caNOnjxpLjAAAABCWlgW44GBAe3du1dr1qxR\nQUGBCgoKtGrVKn3yySdyu91qamrSoUOH9PWvf125ublavHixFixYoC1btpiODgAAgBAVlsXYarXq\n4YcfVl5e3tA2n88nn8+ngYEBVVdXKzU1VWlpaUP7S0pKVFVVZSIuAAAAwkBYrjF2OByaOnXqsG3v\nv/++8vLyFB8fr46ODiUnJw/bn5SUpPb29mDGBAAAQBgJ2WLscrnU1tZ23n0pKSmKiooa+vPmzZu1\nZ88e/f3f/70kyel0yuFwDHuN3W6Xy+UKXGAAAACEtZAtxlVVVfr5z39+3n0PPvigZs2aJUnasmWL\nfve732nVqlWaMmWKpPOXYLfbPaxMXwqbLSxXmiCMfDbGGGsINMYagoWxhmAJxBgL2WI8adIkrV+/\n/qLPeeedd/TSSy/prrvu0nXXXTe0PTU1VZ2dncOee77lFRfDiXoAAABjS9j+Ordz50699NJLWrVq\nlW688cZh+4qKitTa2jpsKUZlZaWKi4uDHRMAAABhIiyLcU9Pj1544QUtWrRI8+bNU0dHx9D/vF6v\nMjIyNHXqVG3YsEFnz57VBx98oPLyci1btsx0dAAAAIQoy+bNm32mQ4zUxx9/rF//+tfn3bdu3Tql\npaWpq6tLGzdu1OHDh5WSkqIVK1boyiuvDHJSAAAAhIuwLMYAAACAv4XlUgoAAADA3yjGAAAAgCjG\nAAAAgCSKMQAAACCJYgwAAABICuE734Wyffv2af/+/Vq7dq3pKIhQLpdLGzZsUFdXl1wul1avXq2i\noiLTsRBhPB6PNmzYoLa2NkVHR+sb3/iGEhISTMdChGtoaNC6dev0i1/8wnQURKh//Md/VGJioiSp\ntLRUK1asuOTXUoxHaNOmTTp48CB30UNAffjhh8rJydF3vvMdNTQ06Omnn9Zjjz1mOhYizO7du5Wa\nmqpvfetb2rlzp95++23dddddpmMhgjmdTm3atElRUVGmoyBC9fX1KSEhQY8++uioXk8xHqGioiLN\nmDFDO3fuNB0FEWzBggWyWCySBmf17Hb+qcL/FixYMHTjo9bWVsXHxxtOhEj3u9/9TnfccYeefPJJ\n01EQoU6fPq2enh79/Oc/l91u1+rVq5WZmXnJr7fdd999/xiwdCHO5XLpX/7lX5Sbm6v09PShbc89\n95yefvppvf/++5KkkpKSodfk5uaqpaVFNTU1mj17tpHcCD8jHWt2u112u11dXV168skntXLlSo0b\nN85YfoSH0fxMs1gs+s///E/t379fy5cvV1JSkpHsCD8jHW/btm1TYmKiZs+erffee0/XX3+9sewI\nHyMdZ729vcrOztbdd9+t9PR0vfjii1q8ePElv9+YnYZyuVx66qmnVFdXN2z7pk2bdPr0aX3ve99T\nS0uLNmzYoPT0dM2dO3foOZ/N5AGXYrRjraGhQb/61a+0cuVKTZo0yUR0hJHL+Zn2d3/3d2pqatIv\nf/lL/dM//VOwoyMMjWa8lZeXy2KxaO/evers7NQvf/lLPfzww4b+BggHoxlnOTk5ysnJkTS4vri9\nvX1E7zkmi3Ftba1+/etfn7N9YGBAO3bs0COPPKL8/Hzl5+fr5ptv1ubNm4d9iPh83EUbl2a0Y621\ntVX/9V//pW984xsqLCwMfnCEldGOs23btsnj8ejaa69VVFSUrFYuVIQvNtrx9v3vf3/ouY8//jil\nGBc12nG2detWdXV16ctf/rLOnDmjtLS0Eb3vmPwpWFFRocmTJ59zMlNNTY08Hs+wrxlLSkpUXV09\n7HkWi4VZY1yS0Yw1n8+n119/XU6nU3/4wx/005/+VL/61a+CHR1hZLQ/06688kodOXJkaIx99atf\nDWpuhKfL/QyV+OYVX2y042zp0qVqamrST37yE23atGnEP9fG5Izx0qVLz7u9o6NDCQkJstlsQ9uS\nkpLkdrvV3d09dBmjsrIylZWVBSUrwttoxlpPT4++9rWvBSsiIsDl/Ex76KGHghUTEeJyP0Ml6V//\n9V8DnhPh7XLG2Xe+851Rv++YnDG+EKfTKYfDMWzbZ1cDcLvdJiIhQjHWEAyMMwQT4w3BEOhxRjH+\nHIfDIZfLNWzbZ/+RueYi/ImxhmBgnCGYGG8IhkCPM4rx56SkpKi7u1ter3doW2dnpxwOh+Li4gwm\nQ6RhrCEYGGcIJsYbgiHQ44xi/Dn5+fmy2Wyqqqoa2nbixAmuCgC/Y6whGBhnCCbGG4Ih0OOMYvw5\nUVFRWrRokZ577jmdPHlS+/bt07vvvstFyOF3jDUEA+MMwcR4QzAEepyNyatSXMw999yj559/Xj/7\n2c8UFxen5cuXc4c7BARjDcHAOEMwMd4QDIEcZ5bNmzdztwoAAACMeSylAAAAAEQxBgAAACRRjAEA\nAABJFGMAAABAEsUYAAAAkEQxBgAAACRRjAEAAABJFGMAAABAEsUYAAAAkEQxBgAAACRRjAEAAABJ\nFGMAAABAEsUYAELe6dOntXHjRv33f/+3Ghoahu174IEHtHPnzlEf+6c//amefvrp8+57+umn9dOf\n/nTUxwaAcEMxBoAQt2HDBi1ZskQ1NTUaGBgYtu/HP/6x5s2bd1nHt1gso9oHAJHGbjoAAODCWlpa\n1NraqsLCQq1bt+6c/UlJSQF9f5/PF9DjA0AooRgDQAg7efKkCgoKLrj/gQce0Nq1a7Vo0aKhP3/t\na19TeXm5KisrFRcXp6VLl+r2228f1ft/NmP86quv6vXXXz/vc9avXz+qYwNAqKEYA0CIev3117V/\n/35ZrVZt2rRJV111lXJzc7/wdZs2bdKaNWv09a9/XeXl5XrllVdUVlamiRMnnvf5F5sV/mzfTTfd\npKVLlw5tb2ho0C9/+UvdfPPNI/xbAUDoohgDQIi6/fbbderUKc2ePVtXXXXVJb9u0aJFmj9/viTp\n1ltv1TvvvKPKysoLFuPy8nLt3bv3nO1ut1ulpaWSpOjoaEVHR0uSuru79cwzz2jWrFmjnokGgFBE\nMQaAEHb27Fl96UtfGtFrcnJyhv05NjZWHo/ngs+fNWuW7rzzznO2v/TSS+rp6Rm2zeVy6YknnlBi\nYqLWrl07olwAEOooxgAQovr6+tTe3n5Jyyc+z24/90f7xZZLxMTEKCMj45zt0dHR6u7uHrbt2Wef\nVVtbm374wx+e930AIJxxuTYACFE1NTXKzs6WzWYzHUXS4Al4Bw4c0He/+10lJiaajgMAfsev+wAQ\nos6cOaO8vLyAv8+lXJKtvLxcb7zxhr75zW8qMTFRHR0dQ/sSEhJCprwDwOWgGANAiDp9+rSKi4sD\n/j6XcoOP7du3y+fz6amnnjrnOd/73vdUVlYWsHwAECyWzZs3c/V2AAghfX19io2N1T//8z/rgQce\nOO/6XwCA/7HGGABCSGNjox599FGdOHFCcXFxlGIACCKKMQCEkPj4eM2YMUP79+/XvffeazoOAIwp\nLKUAAAAAxIwxAAAAIIliDAAAAEiiGAMAAACSKMYAAACAJIoxAAAAIIliDAAAAEiiGAMAAACSKMYA\nAACAJIoxAAAAIIliDAAAAEiiGAMAAACSpP8fzTUhH1VknOEAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f68dde833c8>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = s2.weigh('A').plot_third_octaves()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Exporting to wav\n",
    "\n",
    "Finally, a signal can be written to WAV format easily as well using `s.to_wav(filename)`. You might want to normalize your signal first though, so e.g. `s.normalize().to_wav(filename)`."
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.4.3"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 0
}
